NaijaProperty Connect
Impact: +340% User Retention · +45% Leads · <400ms Search Latency
Enterprise Product Engineering
Full-stack AI-powered property discovery and valuation marketplace connecting buyers, investors, and verified agents with semantic property search.
My Role
Full Stack AI SaaS Engineer
Timeline
4 Weeks (2025)
Niche Industry
Real Estate & PropTech Marketplace
Walkthrough Demo
Watch an in-depth walkthrough of the system, code integration details, and production features.
Client Challenge
Chaotic unverified listings, slow manual search filters, and lack of instant valuation analytics led to high bounce rates and lost deal flow.
Implemented Solution
Engineered natural language semantic search with pgvector, automated listing copy generation from photos, and verified agent lead routing.
Key Features Engineered
- Semantic hybrid vector search allowing conversational search queries.
- AI property listing generator analyzing uploaded images and amenities.
- Verified agent dashboard with direct lead management and analytics.
- Interactive mortgage & valuation calculator.
Technologies Engineered
A listing of the programming languages, database systems, libraries, and frameworks integrated to build this product.
Outcomes & Metrics
A look at the specific business gains, search indexing speedups, and conversions achieved upon launch.
Session duration on property search
Verified buyer lead submissions
Sub-second property lookup speed
Development Process
Vector Schema Design
Built pgvector embedding pipeline with OpenAI embeddings.
Marketplace Engine
Engineered multi-role authentication, agent verifications, and property uploads.
Search Optimization
Created hybrid BM25 + dense vector search for accurate neighborhood queries.
Production Launch
Deployed on Vercel with Cloudflare edge caching for sub-400ms page loads.
Visual Interactive Showcase
Explore active frontend screens, database telemetry sync panels, and medical intake logic coded specifically for this case study.
“The semantic search and automated property valuation tools Clement built transformed our user engagement metrics overnight.”
Tunde Bakare
Managing Director at NaijaProperty Network
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Let's Build Your Production System
Schedule a 30-minute scoping session to review your technical requirements and map out a rapid 3-5 week launch roadmap.